Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "92" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 77 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 75 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459893 | RF_maintenance | 100.00% | 0.00% | 13.19% | 0.00% | - | - | 42.699556 | 51.792667 | 0.178103 | 0.763906 | 6.841969 | 8.688964 | 1.352871 | 15.383293 | 0.3073 | 0.2560 | 0.0988 | nan | nan |
| 2459892 | RF_maintenance | 100.00% | 0.00% | 14.65% | 0.00% | - | - | 42.956398 | 52.147191 | 0.315181 | 0.827234 | 5.840050 | 7.944426 | 2.494925 | 16.361037 | 0.2993 | 0.2478 | 0.0986 | nan | nan |
| 2459891 | RF_maintenance | 100.00% | 0.00% | 19.57% | 0.00% | - | - | 38.921592 | 45.745740 | 0.186744 | 0.825857 | 7.402355 | 12.149934 | 1.541844 | 12.284628 | 0.2894 | 0.2388 | 0.0990 | nan | nan |
| 2459890 | RF_maintenance | 100.00% | 0.00% | 32.02% | 0.00% | - | - | 40.197020 | 47.112817 | 0.390748 | 0.914331 | 5.973958 | 8.766293 | 2.414631 | 7.299257 | 0.2914 | 0.2388 | 0.0978 | nan | nan |
| 2459889 | RF_maintenance | 100.00% | 0.00% | 15.25% | 0.00% | - | - | 44.507708 | 53.111412 | 0.016688 | 0.707041 | 7.966116 | 10.389525 | 2.142655 | 17.362870 | 0.3000 | 0.2460 | 0.0973 | nan | nan |
| 2459888 | RF_maintenance | 100.00% | 0.00% | 9.30% | 0.00% | - | - | 36.970045 | 44.045528 | 0.412402 | 0.927598 | 8.237926 | 11.423974 | 1.237552 | 3.271574 | 0.3276 | 0.2766 | 0.1025 | nan | nan |
| 2459887 | RF_maintenance | 100.00% | 0.00% | 16.69% | 0.00% | - | - | 40.779336 | 47.221097 | 0.476836 | -0.165127 | 5.565705 | 8.734354 | 0.274952 | 0.764450 | 0.2923 | 0.2462 | 0.0951 | nan | nan |
| 2459886 | RF_maintenance | 100.00% | 0.00% | 0.56% | 0.00% | - | - | 53.182066 | 61.530098 | 0.574949 | 0.235538 | 4.830343 | 5.764575 | 1.730401 | 1.398942 | 0.3867 | 0.3353 | 0.0973 | nan | nan |
| 2459885 | RF_maintenance | 100.00% | 0.00% | 0.76% | 0.00% | - | - | 62.534812 | 71.412270 | 7.527394 | 9.074306 | 12.948448 | 19.312048 | 12.093894 | 9.688545 | 0.3520 | 0.2995 | 0.0962 | nan | nan |
| 2459884 | RF_maintenance | 100.00% | 2.38% | 30.49% | 0.00% | - | - | 38.129795 | 44.105832 | 0.251707 | 0.632366 | 6.654382 | 8.930860 | 0.357535 | 4.485323 | 0.2736 | 0.2312 | 0.0900 | nan | nan |
| 2459883 | RF_maintenance | 100.00% | 0.00% | 9.73% | 0.00% | - | - | 49.018853 | 56.385728 | 6.559870 | 7.977210 | 6.761578 | 10.838003 | 3.316716 | 14.272207 | 0.2988 | 0.2536 | 0.0884 | nan | nan |
| 2459882 | RF_maintenance | 100.00% | 0.00% | 15.08% | 0.00% | - | - | 79.599520 | 89.575323 | 7.602430 | 8.968238 | 10.368113 | 14.781710 | 1.598120 | 7.502826 | 0.3056 | 0.2586 | 0.0906 | nan | nan |
| 2459881 | RF_maintenance | 100.00% | 0.00% | 10.41% | 0.00% | - | - | 45.877235 | 52.602978 | 8.386579 | 10.115577 | 18.859674 | 26.316597 | 2.115006 | 22.708972 | 0.3996 | 0.3577 | 0.0772 | nan | nan |
| 2459880 | RF_maintenance | 100.00% | 0.00% | 16.69% | 0.00% | - | - | 56.219960 | 64.041202 | 7.028716 | 8.470299 | 7.074045 | 9.614169 | 1.172320 | 6.462109 | 0.2905 | 0.2448 | 0.0912 | nan | nan |
| 2459879 | RF_maintenance | 100.00% | 0.36% | 35.13% | 0.00% | - | - | 33.986734 | 38.856980 | 0.387931 | 0.673727 | 1.029662 | 3.813740 | 0.365857 | 6.801725 | 0.2770 | 0.2268 | 0.0969 | nan | nan |
| 2459878 | RF_maintenance | 100.00% | 0.00% | 18.50% | 0.00% | - | - | 50.241008 | 57.296996 | 8.657456 | 10.406975 | 11.479675 | 15.780101 | 2.252003 | 13.746002 | 0.2944 | 0.2433 | 0.0975 | nan | nan |
| 2459876 | RF_maintenance | 100.00% | 0.00% | 27.34% | 0.00% | - | - | 57.345385 | 64.658619 | 6.600995 | 7.961143 | 25.148671 | 36.465858 | 1.551520 | 9.485000 | 0.2838 | 0.2306 | 0.0894 | nan | nan |
| 2459875 | RF_maintenance | 100.00% | 0.00% | 9.56% | 0.00% | - | - | 60.501366 | 68.071871 | 8.260494 | 9.818974 | 13.039766 | 19.410951 | 1.208255 | 8.975766 | 0.3188 | 0.2624 | 0.0990 | nan | nan |
| 2459874 | RF_maintenance | 100.00% | 0.00% | 17.88% | 0.00% | - | - | 83.861729 | 94.649656 | 3.897358 | 4.773712 | 14.838162 | 22.749728 | 1.678925 | 8.225488 | 0.2879 | 0.2398 | 0.0924 | nan | nan |
| 2459873 | RF_maintenance | 100.00% | 0.00% | 14.61% | 0.00% | - | - | 63.506122 | 71.349301 | 5.468472 | 6.493129 | 7.007111 | 11.234370 | 0.334277 | 6.496657 | 0.2982 | 0.2452 | 0.0919 | nan | nan |
| 2459872 | RF_maintenance | 100.00% | 0.00% | 19.38% | 0.00% | - | - | 56.882955 | 63.141478 | 7.367980 | 8.576001 | 17.798881 | 25.003528 | 0.288597 | 9.021944 | 0.2929 | 0.2372 | 0.0939 | nan | nan |
| 2459871 | RF_maintenance | 100.00% | 0.00% | 19.44% | 0.00% | - | - | 46.314905 | 51.879190 | 7.617725 | 9.068815 | 13.383889 | 18.377211 | 0.118950 | 2.636940 | 0.2953 | 0.2372 | 0.0921 | nan | nan |
| 2459870 | RF_maintenance | 100.00% | 0.00% | 14.82% | 0.00% | - | - | 75.050898 | 84.738539 | 5.557102 | 6.815251 | 7.678330 | 18.231848 | 1.524311 | 10.469925 | 0.3007 | 0.2471 | 0.0938 | nan | nan |
| 2459869 | RF_maintenance | 100.00% | 0.00% | 16.17% | 0.00% | - | - | 65.173952 | 72.396930 | 5.699484 | 6.983538 | 12.785152 | 18.775223 | 3.948591 | 8.280432 | 0.3102 | 0.2542 | 0.0949 | nan | nan |
| 2459868 | RF_maintenance | 100.00% | 3.17% | 25.40% | 0.00% | - | - | 68.285277 | 76.852203 | 8.601872 | 10.406761 | 9.177231 | 15.757058 | 0.793271 | 10.681727 | 0.2776 | 0.2341 | 0.0959 | nan | nan |
| 2459867 | RF_maintenance | 100.00% | 0.21% | 19.07% | 0.00% | - | - | 48.936223 | 55.692314 | 6.607385 | 7.988424 | 5.754735 | 10.279803 | 0.761952 | 9.091275 | 0.2928 | 0.2392 | 0.0986 | nan | nan |
| 2459866 | RF_maintenance | 100.00% | 0.00% | 15.09% | 0.00% | - | - | 55.205000 | 62.266812 | 6.379341 | 7.657935 | 6.125532 | 11.406911 | 0.762869 | 5.037870 | 0.2992 | 0.2460 | 0.0968 | nan | nan |
| 2459865 | RF_maintenance | 100.00% | 0.32% | 19.44% | 0.00% | - | - | 64.577915 | 73.324574 | 8.168829 | 9.521535 | 11.469669 | 20.470921 | 11.102028 | 13.327301 | 0.3324 | 0.2803 | 0.1066 | nan | nan |
| 2459864 | RF_maintenance | 100.00% | 1.13% | 25.30% | 0.00% | - | - | 77.007400 | 89.813703 | 3.338018 | 3.752243 | 5.766124 | 10.170735 | 0.685377 | 13.521290 | 0.2876 | 0.2408 | 0.1124 | nan | nan |
| 2459863 | RF_maintenance | 100.00% | 0.64% | 20.03% | 0.00% | - | - | 50.445717 | 58.479702 | -0.717546 | -0.120049 | 5.179110 | 8.395580 | 0.528186 | 9.149457 | 0.2940 | 0.2467 | 0.1117 | nan | nan |
| 2459862 | RF_maintenance | 100.00% | 0.00% | 20.54% | 0.00% | - | - | 53.168300 | 66.307951 | 4.118379 | 5.249586 | 11.762564 | 19.010191 | -0.290207 | 5.060535 | 0.3005 | 0.2452 | 0.1189 | nan | nan |
| 2459861 | RF_maintenance | 100.00% | 0.00% | 23.63% | 0.00% | - | - | 38.827738 | 49.338572 | -0.916229 | -0.401790 | 2.140019 | 3.531365 | -0.138081 | 6.864414 | 0.3002 | 0.2402 | 0.1168 | nan | nan |
| 2459860 | RF_maintenance | 100.00% | 0.00% | 16.97% | 0.00% | - | - | 40.793033 | 51.501659 | 3.311210 | 4.543442 | 10.136004 | 16.145869 | 0.662471 | 5.844782 | 0.3084 | 0.2484 | 0.1180 | nan | nan |
| 2459859 | RF_maintenance | 100.00% | 0.00% | 14.98% | 0.00% | - | - | 35.963600 | 45.492399 | -0.880358 | -0.375763 | 1.917903 | 2.690946 | -0.097338 | 3.749280 | 0.3117 | 0.2513 | 0.1158 | nan | nan |
| 2459858 | RF_maintenance | 100.00% | 77.60% | 89.42% | 0.00% | 100.00% | 0.00% | 38.759844 | 48.149231 | -1.041529 | -0.513744 | 2.842839 | 5.586568 | 0.507899 | 10.204979 | 0.3101 | 0.2527 | 0.1168 | 2.119227 | 1.658955 |
| 2459857 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 3.813048 | 3.225460 | -0.718254 | -0.981693 | 1.036109 | 3.479497 | 1.155190 | 5.713903 | 0.0278 | 0.0257 | 0.0013 | nan | nan |
| 2459856 | RF_maintenance | 100.00% | 91.43% | 98.29% | 0.00% | 100.00% | 0.00% | 53.806146 | 68.128402 | 3.083571 | 4.239567 | 5.838136 | 11.515870 | 0.791149 | 8.392674 | 0.3048 | 0.2489 | 0.1156 | 2.233805 | 1.737153 |
| 2459855 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 107.703403 | 121.550655 | inf | inf | 4345.441290 | 4338.970895 | 4163.558909 | 4164.793723 | 0.0107 | 0.0101 | 0.0009 | 0.000000 | 0.000000 |
| 2459854 | RF_maintenance | 100.00% | 79.68% | 91.32% | 0.00% | 100.00% | 0.00% | 63.843534 | 77.111699 | 3.395580 | 4.196304 | 4.433016 | 7.361624 | 2.006771 | 8.901558 | 0.3383 | 0.2861 | 0.1393 | 2.092864 | 1.671501 |
| 2459853 | RF_maintenance | 100.00% | 85.95% | 100.00% | 0.00% | 100.00% | 0.00% | 46.026970 | 58.720136 | 4.260242 | 5.574549 | 5.732477 | 9.716265 | 0.825479 | 9.004296 | 0.3180 | 0.2524 | 0.1243 | 2.271003 | 1.800481 |
| 2459852 | RF_maintenance | 100.00% | 22.16% | 48.11% | 0.00% | 100.00% | 0.00% | 48.495496 | 45.531578 | 1.591816 | 1.799688 | 9.950936 | 15.995607 | 9.308606 | 10.392688 | 0.5555 | 0.4948 | 0.1132 | 4.040487 | 3.672252 |
| 2459851 | RF_maintenance | 100.00% | 78.95% | 87.54% | 0.00% | 100.00% | 0.00% | 39.624200 | 58.744914 | 4.613288 | 5.851237 | 16.829852 | 35.898817 | 8.498117 | 20.131440 | 0.3957 | 0.3417 | 0.1012 | 2.403719 | 1.809570 |
| 2459850 | RF_maintenance | 100.00% | 74.18% | 82.94% | 0.00% | 100.00% | 0.00% | 48.156290 | 63.921323 | 3.964210 | 5.015883 | 11.294438 | 20.378653 | 2.739193 | 15.245295 | 0.3941 | 0.3554 | 0.1075 | 2.206646 | 1.753786 |
| 2459849 | RF_maintenance | 100.00% | 76.05% | 83.06% | 0.00% | 100.00% | 0.00% | 55.348635 | 68.565720 | 8.832005 | 10.897144 | 7.701715 | 15.159517 | 0.954473 | 9.533919 | 0.3755 | 0.3393 | 0.1138 | 2.225584 | 1.741428 |
| 2459848 | RF_maintenance | 100.00% | 74.68% | 83.18% | 0.00% | 100.00% | 0.00% | 52.731319 | 63.765292 | 6.034684 | 7.040645 | 13.368474 | 23.083895 | 0.658474 | 7.130323 | 0.3629 | 0.3314 | 0.1255 | 2.089636 | 1.771538 |
| 2459847 | RF_maintenance | 100.00% | 89.15% | 98.82% | 0.00% | 100.00% | 0.00% | 54.158603 | 65.727280 | 5.758114 | 6.721901 | 8.613509 | 10.932998 | -0.057883 | 5.133430 | 0.2932 | 0.2393 | 0.1222 | 2.202031 | 1.740083 |
| 2459845 | RF_maintenance | 100.00% | 75.18% | 82.92% | 0.00% | 100.00% | 0.00% | 63.024283 | 75.449586 | 8.172630 | 10.043578 | 9.442351 | 16.708129 | 0.103622 | 4.304184 | 0.3778 | 0.3330 | 0.1270 | 0.000000 | 0.000000 |
| 2459844 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 11.277542 | 8.472958 | 4.785506 | 5.129191 | 7.784178 | 11.616295 | 2.596406 | 8.303403 | 0.0277 | 0.0255 | 0.0015 | nan | nan |
| 2459843 | RF_maintenance | 100.00% | 75.98% | 82.53% | 0.00% | 100.00% | 0.00% | 67.160498 | 81.682942 | 2.733079 | 4.426994 | 7.730684 | 11.422078 | 0.481950 | 7.050945 | 0.3716 | 0.3271 | 0.1324 | 2.746215 | 2.208029 |
| 2459842 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 34.974118 | 41.651800 | -1.151462 | -1.134691 | 6.990508 | 12.564698 | 1.714644 | 2.350617 | 0.3144 | 0.2671 | 0.0598 | 2.911356 | 3.185171 |
| 2459841 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 12.879782 | 13.913894 | 2.130608 | 4.227433 | 3.112111 | 12.145674 | 1.487529 | 4.952224 | 0.0279 | 0.0254 | 0.0018 | nan | nan |
| 2459840 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.409204 | 0.210133 | -0.390100 | -1.005296 | 0.431667 | 0.565836 | 0.143450 | 0.932489 | 0.0267 | 0.0232 | 0.0018 | nan | nan |
| 2459839 | RF_maintenance | 0.00% | - | - | - | - | - | -0.237705 | 2.707420 | -0.394881 | -0.390313 | -0.419692 | 0.440638 | -0.242814 | 0.178215 | nan | nan | nan | nan | nan |
| 2459838 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 205.426932 | 204.291497 | inf | inf | 11356.655017 | 11422.700220 | 6437.320849 | 6644.294220 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459836 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0355 | 0.0492 | 0.0042 | nan | nan |
| 2459835 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459833 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 0.132514 | -0.216033 | -1.061161 | -1.013331 | 2.107322 | 4.979949 | 1.112496 | 4.334563 | 0.0303 | 0.0326 | 0.0028 | nan | nan |
| 2459832 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 64.812401 | 85.600541 | 1.783631 | 3.192192 | 15.400782 | 24.331988 | 2.411606 | 14.371447 | 0.3154 | 0.2179 | 0.1505 | 3.856781 | 2.886290 |
| 2459831 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.130765 | 1.566781 | -0.029797 | -0.314137 | 0.884274 | 4.750336 | 0.267424 | 0.628691 | 0.0335 | 0.0338 | 0.0047 | nan | nan |
| 2459830 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 63.348525 | 81.285886 | 3.012437 | 4.624064 | 31.040784 | 43.626418 | 4.001854 | 13.300354 | 0.3148 | 0.2063 | 0.1520 | 4.880939 | 3.424053 |
| 2459829 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 84.974618 | 101.229852 | 3.137456 | 4.486266 | 16.356608 | 19.291581 | 3.547780 | 15.008535 | 0.2714 | 0.2062 | 0.1028 | 6.762776 | 6.330348 |
| 2459828 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 51.869428 | 67.196648 | 3.192258 | 4.353779 | 30.530702 | 43.417216 | 7.373035 | 22.043717 | 0.3218 | 0.2198 | 0.1440 | 11.571467 | 11.481304 |
| 2459827 | RF_maintenance | 100.00% | 99.46% | 100.00% | 0.00% | 100.00% | 0.00% | 64.893106 | 77.477298 | 4.217055 | 5.803617 | 15.340198 | 18.838449 | 1.299146 | 9.223042 | 0.2761 | 0.2115 | 0.1053 | 3.444992 | 3.023475 |
| 2459826 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 46.537724 | 63.728542 | 4.069330 | 5.609858 | 40.811805 | 54.390436 | 7.057482 | 30.464661 | 0.3198 | 0.2349 | 0.1306 | 4.872220 | 3.507552 |
| 2459825 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 50.543177 | 70.140226 | 3.551733 | 4.828186 | 25.529881 | 31.429766 | 0.617092 | 4.861592 | 0.0921 | 0.0885 | 0.0121 | 0.000000 | 0.000000 |
| 2459824 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 57.047413 | 64.340494 | 3.364548 | 4.086293 | 12.384339 | 21.367713 | 3.213760 | 8.900284 | 0.0818 | 0.0779 | 0.0098 | 0.000000 | 0.000000 |
| 2459823 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 35.913613 | 50.726114 | 7.925789 | 10.408295 | 32.343100 | 39.224624 | 24.509696 | 39.757632 | 0.0858 | 0.0828 | 0.0105 | 0.000000 | 0.000000 |
| 2459822 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 45.616581 | 61.826116 | 5.334336 | 7.019734 | 28.449720 | 34.011172 | 0.749934 | 3.303780 | 0.0964 | 0.0902 | 0.0122 | 0.000000 | 0.000000 |
| 2459821 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 48.694807 | 70.037306 | 5.568130 | 6.820625 | 25.258151 | 31.111179 | 1.154361 | 7.646853 | 0.0951 | 0.0900 | 0.0118 | 0.961599 | 0.964016 |
| 2459820 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 63.347446 | 80.542160 | 3.740605 | 5.534110 | 46.184228 | 50.140129 | 2.079226 | 16.682887 | 0.0851 | 0.0842 | 0.0095 | 0.000000 | 0.000000 |
| 2459817 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 40.118131 | 56.962374 | 6.407950 | 7.652261 | 33.802276 | 39.627817 | 1.800083 | 3.669467 | 0.1010 | 0.0953 | 0.0122 | 0.000000 | 0.000000 |
| 2459816 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 38.905453 | 50.269447 | 3.993150 | 5.640063 | 42.386575 | 50.166137 | 4.519433 | 15.603660 | 0.0924 | 0.0901 | 0.0113 | 0.895638 | 0.892452 |
| 2459815 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 35.563098 | 48.452344 | 6.823200 | 8.658047 | 45.669338 | 52.084385 | 9.438175 | 21.076138 | 0.1056 | 0.0997 | 0.0139 | 12.746385 | 4.334269 |
| 2459814 | RF_maintenance | 0.00% | - | - | - | - | - | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459813 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 79.940508 | 98.868774 | 2.610848 | 3.765624 | 60.854737 | 67.579361 | 3.300246 | 19.570830 | 0.1248 | 0.1237 | 0.0170 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 51.792667 | 42.699556 | 51.792667 | 0.178103 | 0.763906 | 6.841969 | 8.688964 | 1.352871 | 15.383293 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 52.147191 | 52.147191 | 42.956398 | 0.827234 | 0.315181 | 7.944426 | 5.840050 | 16.361037 | 2.494925 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 45.745740 | 38.921592 | 45.745740 | 0.186744 | 0.825857 | 7.402355 | 12.149934 | 1.541844 | 12.284628 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 47.112817 | 47.112817 | 40.197020 | 0.914331 | 0.390748 | 8.766293 | 5.973958 | 7.299257 | 2.414631 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 53.111412 | 44.507708 | 53.111412 | 0.016688 | 0.707041 | 7.966116 | 10.389525 | 2.142655 | 17.362870 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 44.045528 | 44.045528 | 36.970045 | 0.927598 | 0.412402 | 11.423974 | 8.237926 | 3.271574 | 1.237552 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 47.221097 | 47.221097 | 40.779336 | -0.165127 | 0.476836 | 8.734354 | 5.565705 | 0.764450 | 0.274952 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 61.530098 | 53.182066 | 61.530098 | 0.574949 | 0.235538 | 4.830343 | 5.764575 | 1.730401 | 1.398942 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 71.412270 | 71.412270 | 62.534812 | 9.074306 | 7.527394 | 19.312048 | 12.948448 | 9.688545 | 12.093894 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 44.105832 | 44.105832 | 38.129795 | 0.632366 | 0.251707 | 8.930860 | 6.654382 | 4.485323 | 0.357535 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 56.385728 | 56.385728 | 49.018853 | 7.977210 | 6.559870 | 10.838003 | 6.761578 | 14.272207 | 3.316716 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 89.575323 | 89.575323 | 79.599520 | 8.968238 | 7.602430 | 14.781710 | 10.368113 | 7.502826 | 1.598120 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 52.602978 | 52.602978 | 45.877235 | 10.115577 | 8.386579 | 26.316597 | 18.859674 | 22.708972 | 2.115006 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 64.041202 | 64.041202 | 56.219960 | 8.470299 | 7.028716 | 9.614169 | 7.074045 | 6.462109 | 1.172320 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 38.856980 | 38.856980 | 33.986734 | 0.673727 | 0.387931 | 3.813740 | 1.029662 | 6.801725 | 0.365857 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 57.296996 | 57.296996 | 50.241008 | 10.406975 | 8.657456 | 15.780101 | 11.479675 | 13.746002 | 2.252003 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 64.658619 | 57.345385 | 64.658619 | 6.600995 | 7.961143 | 25.148671 | 36.465858 | 1.551520 | 9.485000 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 68.071871 | 60.501366 | 68.071871 | 8.260494 | 9.818974 | 13.039766 | 19.410951 | 1.208255 | 8.975766 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 94.649656 | 83.861729 | 94.649656 | 3.897358 | 4.773712 | 14.838162 | 22.749728 | 1.678925 | 8.225488 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 71.349301 | 63.506122 | 71.349301 | 5.468472 | 6.493129 | 7.007111 | 11.234370 | 0.334277 | 6.496657 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 63.141478 | 63.141478 | 56.882955 | 8.576001 | 7.367980 | 25.003528 | 17.798881 | 9.021944 | 0.288597 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 51.879190 | 51.879190 | 46.314905 | 9.068815 | 7.617725 | 18.377211 | 13.383889 | 2.636940 | 0.118950 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 84.738539 | 75.050898 | 84.738539 | 5.557102 | 6.815251 | 7.678330 | 18.231848 | 1.524311 | 10.469925 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 72.396930 | 65.173952 | 72.396930 | 5.699484 | 6.983538 | 12.785152 | 18.775223 | 3.948591 | 8.280432 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 76.852203 | 68.285277 | 76.852203 | 8.601872 | 10.406761 | 9.177231 | 15.757058 | 0.793271 | 10.681727 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 55.692314 | 48.936223 | 55.692314 | 6.607385 | 7.988424 | 5.754735 | 10.279803 | 0.761952 | 9.091275 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 62.266812 | 62.266812 | 55.205000 | 7.657935 | 6.379341 | 11.406911 | 6.125532 | 5.037870 | 0.762869 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 73.324574 | 64.577915 | 73.324574 | 8.168829 | 9.521535 | 11.469669 | 20.470921 | 11.102028 | 13.327301 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 89.813703 | 89.813703 | 77.007400 | 3.752243 | 3.338018 | 10.170735 | 5.766124 | 13.521290 | 0.685377 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 58.479702 | 50.445717 | 58.479702 | -0.717546 | -0.120049 | 5.179110 | 8.395580 | 0.528186 | 9.149457 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 66.307951 | 53.168300 | 66.307951 | 4.118379 | 5.249586 | 11.762564 | 19.010191 | -0.290207 | 5.060535 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 49.338572 | 49.338572 | 38.827738 | -0.401790 | -0.916229 | 3.531365 | 2.140019 | 6.864414 | -0.138081 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 51.501659 | 40.793033 | 51.501659 | 3.311210 | 4.543442 | 10.136004 | 16.145869 | 0.662471 | 5.844782 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 45.492399 | 35.963600 | 45.492399 | -0.880358 | -0.375763 | 1.917903 | 2.690946 | -0.097338 | 3.749280 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 48.149231 | 48.149231 | 38.759844 | -0.513744 | -1.041529 | 5.586568 | 2.842839 | 10.204979 | 0.507899 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Temporal Discontinuties | 5.713903 | 3.225460 | 3.813048 | -0.981693 | -0.718254 | 3.479497 | 1.036109 | 5.713903 | 1.155190 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 68.128402 | 53.806146 | 68.128402 | 3.083571 | 4.239567 | 5.838136 | 11.515870 | 0.791149 | 8.392674 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Power | inf | 121.550655 | 107.703403 | inf | inf | 4338.970895 | 4345.441290 | 4164.793723 | 4163.558909 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 77.111699 | 77.111699 | 63.843534 | 4.196304 | 3.395580 | 7.361624 | 4.433016 | 8.901558 | 2.006771 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 58.720136 | 58.720136 | 46.026970 | 5.574549 | 4.260242 | 9.716265 | 5.732477 | 9.004296 | 0.825479 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | ee Shape | 48.495496 | 48.495496 | 45.531578 | 1.591816 | 1.799688 | 9.950936 | 15.995607 | 9.308606 | 10.392688 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 58.744914 | 39.624200 | 58.744914 | 4.613288 | 5.851237 | 16.829852 | 35.898817 | 8.498117 | 20.131440 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 63.921323 | 48.156290 | 63.921323 | 3.964210 | 5.015883 | 11.294438 | 20.378653 | 2.739193 | 15.245295 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 68.565720 | 55.348635 | 68.565720 | 8.832005 | 10.897144 | 7.701715 | 15.159517 | 0.954473 | 9.533919 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 63.765292 | 63.765292 | 52.731319 | 7.040645 | 6.034684 | 23.083895 | 13.368474 | 7.130323 | 0.658474 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 65.727280 | 65.727280 | 54.158603 | 6.721901 | 5.758114 | 10.932998 | 8.613509 | 5.133430 | -0.057883 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 75.449586 | 75.449586 | 63.024283 | 10.043578 | 8.172630 | 16.708129 | 9.442351 | 4.304184 | 0.103622 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Temporal Variability | 11.616295 | 11.277542 | 8.472958 | 4.785506 | 5.129191 | 7.784178 | 11.616295 | 2.596406 | 8.303403 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 81.682942 | 81.682942 | 67.160498 | 4.426994 | 2.733079 | 11.422078 | 7.730684 | 7.050945 | 0.481950 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 41.651800 | 34.974118 | 41.651800 | -1.151462 | -1.134691 | 6.990508 | 12.564698 | 1.714644 | 2.350617 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 13.913894 | 12.879782 | 13.913894 | 2.130608 | 4.227433 | 3.112111 | 12.145674 | 1.487529 | 4.952224 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Temporal Discontinuties | 0.932489 | -0.409204 | 0.210133 | -0.390100 | -1.005296 | 0.431667 | 0.565836 | 0.143450 | 0.932489 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 2.707420 | 2.707420 | -0.237705 | -0.390313 | -0.394881 | 0.440638 | -0.419692 | 0.178215 | -0.242814 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Power | inf | 204.291497 | 205.426932 | inf | inf | 11422.700220 | 11356.655017 | 6644.294220 | 6437.320849 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Temporal Variability | 4.979949 | -0.216033 | 0.132514 | -1.013331 | -1.061161 | 4.979949 | 2.107322 | 4.334563 | 1.112496 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 85.600541 | 64.812401 | 85.600541 | 1.783631 | 3.192192 | 15.400782 | 24.331988 | 2.411606 | 14.371447 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Temporal Variability | 4.750336 | -0.130765 | 1.566781 | -0.029797 | -0.314137 | 0.884274 | 4.750336 | 0.267424 | 0.628691 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 81.285886 | 63.348525 | 81.285886 | 3.012437 | 4.624064 | 31.040784 | 43.626418 | 4.001854 | 13.300354 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 101.229852 | 101.229852 | 84.974618 | 4.486266 | 3.137456 | 19.291581 | 16.356608 | 15.008535 | 3.547780 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 67.196648 | 67.196648 | 51.869428 | 4.353779 | 3.192258 | 43.417216 | 30.530702 | 22.043717 | 7.373035 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 77.477298 | 64.893106 | 77.477298 | 4.217055 | 5.803617 | 15.340198 | 18.838449 | 1.299146 | 9.223042 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 63.728542 | 63.728542 | 46.537724 | 5.609858 | 4.069330 | 54.390436 | 40.811805 | 30.464661 | 7.057482 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 70.140226 | 70.140226 | 50.543177 | 4.828186 | 3.551733 | 31.429766 | 25.529881 | 4.861592 | 0.617092 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 64.340494 | 57.047413 | 64.340494 | 3.364548 | 4.086293 | 12.384339 | 21.367713 | 3.213760 | 8.900284 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 50.726114 | 50.726114 | 35.913613 | 10.408295 | 7.925789 | 39.224624 | 32.343100 | 39.757632 | 24.509696 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 61.826116 | 45.616581 | 61.826116 | 5.334336 | 7.019734 | 28.449720 | 34.011172 | 0.749934 | 3.303780 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 70.037306 | 70.037306 | 48.694807 | 6.820625 | 5.568130 | 31.111179 | 25.258151 | 7.646853 | 1.154361 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 80.542160 | 63.347446 | 80.542160 | 3.740605 | 5.534110 | 46.184228 | 50.140129 | 2.079226 | 16.682887 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 56.962374 | 40.118131 | 56.962374 | 6.407950 | 7.652261 | 33.802276 | 39.627817 | 1.800083 | 3.669467 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 50.269447 | 50.269447 | 38.905453 | 5.640063 | 3.993150 | 50.166137 | 42.386575 | 15.603660 | 4.519433 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Temporal Variability | 52.084385 | 48.452344 | 35.563098 | 8.658047 | 6.823200 | 52.084385 | 45.669338 | 21.076138 | 9.438175 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 92 | N10 | RF_maintenance | nn Shape | 98.868774 | 98.868774 | 79.940508 | 3.765624 | 2.610848 | 67.579361 | 60.854737 | 19.570830 | 3.300246 |